Search Results for author: Ivan Medri

Found 4 papers, 2 papers with code

LCOT: Linear circular optimal transport

no code implementations9 Oct 2023 Rocio Diaz Martin, Ivan Medri, Yikun Bai, Xinran Liu, Kangbai Yan, Gustavo K. Rohde, Soheil Kolouri

The optimal transport problem for measures supported on non-Euclidean spaces has recently gained ample interest in diverse applications involving representation learning.

Representation Learning

Linear Optimal Partial Transport Embedding

1 code implementation7 Feb 2023 Yikun Bai, Ivan Medri, Rocio Diaz Martin, Rana Muhammad Shahroz Khan, Soheil Kolouri

To address these limitations, variants of the OT problem, including unbalanced OT, Optimal partial transport (OPT), and Hellinger Kantorovich (HK), have been proposed.

Signed Cumulative Distribution Transform for Parameter Estimation of 1-D Signals

no code implementations16 Jul 2022 Sumati Thareja, Gustavo Rohde, Rocio Diaz Martin, Ivan Medri, Akram Aldroubi

The method builds upon signal estimation using the cumulative distribution transform (CDT) originally introduced for positive distributions.

The Signed Cumulative Distribution Transform for 1-D Signal Analysis and Classification

1 code implementation3 Jun 2021 Akram Aldroubi, Rocio Diaz Martin, Ivan Medri, Gustavo K. Rohde, Sumati Thareja

This paper presents a new mathematical signal transform that is especially suitable for decoding information related to non-rigid signal displacements.

Translation

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